Architecting intelligent systems demands a deep understanding of both the abstract foundations of AI and the applied challenges involved. This entails carefully selecting appropriate algorithms, architectures, and information to create systems that can learn from data and perform complex tasks. A key aspect of this approach is ensuring the robustn